931 resultados para CHD Prediction, Blood Serum Data Chemometrics Methods
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The relationship between degree of diastolic blood pressure (DBP) reduction and mortality was examined among hypertensives, ages 30-69, in the Hypertension Detection and Follow-up Program (HDFP). The HDFP was a multi-center community-based trial, which followed 10,940 hypertensive participants for five years. One-year survival was required for inclusion in this investigation since the one-year annual visit was the first occasion where change in blood pressure could be measured on all participants. During the subsequent four years of follow-up on 10,052 participants, 568 deaths occurred. For levels of change in DBP and for categories of variables related to mortality, the crude mortality rate was calculated. Time-dependent life tables were also calculated so as to utilize available blood pressure data over time. In addition, the Cox life table regression model, extended to take into account both time-constant and time-dependent covariates, was used to examine the relationship change in blood pressure over time and mortality.^ The results of the time-dependent life table and time-dependent Cox life table regression analyses supported the existence of a quadratic function which modeled the relationship between DBP reduction and mortality, even after adjusting for other risk factors. The minimum mortality hazard ratio, based on a particular model, occurred at a DBP reduction of 22.6 mm Hg (standard error = 10.6) in the whole population and 8.5 mm Hg (standard error = 4.6) in the baseline DBP stratum 90-104. After this reduction, there was a small increase in the risk of death. There was not evidence of the quadratic function after fitting the same model using systolic blood pressure. Methodologic issues involved in studying a particular degree of blood pressure reduction were considered. The confidence interval around the change corresponding to the minimum hazard ratio was wide and the obtained blood pressure level should not be interpreted as a goal for treatment. Blood pressure reduction was attributed, not only to pharmacologic therapy, but also to regression to the mean, and to other unknown factors unrelated to treatment. Therefore, the surprising results of this study do not provide direct implications for treatment, but strongly suggest replication in other populations. ^
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Problems due to the lack of data standardization and data management have lead to work inefficiencies for the staff working with the vision data for the Lifetime Surveillance of Astronaut Health. Data has been collected over 50 years in a variety of manners and then entered into a software. The lack of communication between the electronic health record (EHR) form designer, epidemiologists, and optometrists has led to some level to confusion on the capability of the EHR system and how its forms can be designed to fit all the needs of the relevant parties. EHR form customizations or form redesigns were found to be critical for using NASA's EHR system in the most beneficial way for its patients, optometrists, and epidemiologists. In order to implement a protocol, data being collected was examined to find the differences in data collection methods. Changes were implemented through the establishment of a process improvement team (PIT). Based on the findings of the PIT, suggestions have been made to improve the current EHR system. If the suggestions are implemented correctly, this will not only improve efficiency of the staff at NASA and its contractors, but set guidelines for changes in other forms such as the vision exam forms. Because NASA is at the forefront of such research and health surveillance the impact of this management change could have a drastic improvement on the collection of and adaptability of the EHR. Accurate data collection from this 50+ year study is ongoing and is going to help current and future generations understand the implications of space flight on human health. It is imperative that the vast amount of information is documented correctly.^
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Clinical Research Data Quality Literature Review and Pooled Analysis We present a literature review and secondary analysis of data accuracy in clinical research and related secondary data uses. A total of 93 papers meeting our inclusion criteria were categorized according to the data processing methods. Quantitative data accuracy information was abstracted from the articles and pooled. Our analysis demonstrates that the accuracy associated with data processing methods varies widely, with error rates ranging from 2 errors per 10,000 files to 5019 errors per 10,000 fields. Medical record abstraction was associated with the highest error rates (70–5019 errors per 10,000 fields). Data entered and processed at healthcare facilities had comparable error rates to data processed at central data processing centers. Error rates for data processed with single entry in the presence of on-screen checks were comparable to double entered data. While data processing and cleaning methods may explain a significant amount of the variability in data accuracy, additional factors not resolvable here likely exist. Defining Data Quality for Clinical Research: A Concept Analysis Despite notable previous attempts by experts to define data quality, the concept remains ambiguous and subject to the vagaries of natural language. This current lack of clarity continues to hamper research related to data quality issues. We present a formal concept analysis of data quality, which builds on and synthesizes previously published work. We further posit that discipline-level specificity may be required to achieve the desired definitional clarity. To this end, we combine work from the clinical research domain with findings from the general data quality literature to produce a discipline-specific definition and operationalization for data quality in clinical research. While the results are helpful to clinical research, the methodology of concept analysis may be useful in other fields to clarify data quality attributes and to achieve operational definitions. Medical Record Abstractor’s Perceptions of Factors Impacting the Accuracy of Abstracted Data Medical record abstraction (MRA) is known to be a significant source of data errors in secondary data uses. Factors impacting the accuracy of abstracted data are not reported consistently in the literature. Two Delphi processes were conducted with experienced medical record abstractors to assess abstractor’s perceptions about the factors. The Delphi process identified 9 factors that were not found in the literature, and differed with the literature by 5 factors in the top 25%. The Delphi results refuted seven factors reported in the literature as impacting the quality of abstracted data. The results provide insight into and indicate content validity of a significant number of the factors reported in the literature. Further, the results indicate general consistency between the perceptions of clinical research medical record abstractors and registry and quality improvement abstractors. Distributed Cognition Artifacts on Clinical Research Data Collection Forms Medical record abstraction, a primary mode of data collection in secondary data use, is associated with high error rates. Distributed cognition in medical record abstraction has not been studied as a possible explanation for abstraction errors. We employed the theory of distributed representation and representational analysis to systematically evaluate cognitive demands in medical record abstraction and the extent of external cognitive support employed in a sample of clinical research data collection forms. We show that the cognitive load required for abstraction in 61% of the sampled data elements was high, exceedingly so in 9%. Further, the data collection forms did not support external cognition for the most complex data elements. High working memory demands are a possible explanation for the association of data errors with data elements requiring abstractor interpretation, comparison, mapping or calculation. The representational analysis used here can be used to identify data elements with high cognitive demands.
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Despite continued research and public health efforts to reduce smoking during pregnancy, prenatal cessation rates in the United States have decreased and the incidence of low birth weight has increased from 1985 to 1991. Lower socioeconomic status women who are at increased risk for poor pregnancy outcomes may be resistant to current intervention efforts during pregnancy. The purpose of this dissertation was to investigate the determinants of continued smoking and quitting among low-income pregnant women.^ Using data from cross-sectional surveys of 323 low-income pregnant smokers, the first study developed and tested measures of the pros and cons of smoking during pregnancy. The original decisional balance measure for smoking was compared with a new measure that added items thought to be more salient to the target population. Confirmatory factor analysis using structural equation modeling showed neither the original nor new measure fit the data adequately. Using behavioral science theory, content from interviews with the population, and statistical evidence, two 7-item scales representing the pros and cons were developed from a portion (n = 215) of the sample and successfully cross-validated on the remainder of the sample (n = 108). Logistic regression found only pros were significantly associated with continued smoking. In a discriminant function analysis, stage of change was significantly associated with pros and cons of smoking.^ The second study examined the structural relationships between psychosocial constructs representing some of the levels of and the pros and cons of smoking. The cross-sectional design mandates that statements made regarding prediction do not prove causation or directionality from the data or methods analysis. Structural equation modeling found the following: more stressors and family criticism were significantly more predictive of negative affect than social support; a bi-directional relationship was found between negative affect and current nicotine addiction; and negative affect, addiction, stressors, and family criticism were significant predictors of pros of smoking.^ The findings imply reversing the trend of decreasing smoking cessation during pregnancy may require supplementing current interventions for this population of pregnant smokers with programs addressing nicotine addiction, negative affect, and other psychosocial factors such as family functioning and stressors. ^
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Objetivos: Evaluar parámetros clínicos, bacteriológicos y morbimortalidad en pacientes mayores de 65 años con bacteriemia (Grupo A) y compararlos con aquellas ocurridas en menores de 65 años (grupo B) hospitalizados en un servicio de clínica médica. Material y métodos: Estudio protocolizado, descriptivo y observacional, desde 1989-2006. Criterios de inclusión: dos o más hemocultivos positivos. Análisis estadístico con Epi Info 6.4 . Resultados: Se identificaron 668 bacteriemias: 258 (38,6%) en A y 410 (61,4%) en B. La edad media fue de 74,2 años (DS±7.01) y de 47,2 años (DS±13.7) respectivamente. No hubo diferencias en la permanencia media: 19,1 días (DS±17.07) en A y 19,9 (DS±18,1) en B, ni en el origen nosocomial (40,7 vs 44%). Los focos pulmonar (31 vs 21,2%)(p<0,008) y urinario (27 vs 18,8%)(p=0.017) fue más frecuentes en A. La fiebre >de 38 ºC fue menos frecuente en A (83,8 vs 90,9%)(p=0.0068), mientras que la hipotensión arterial (40,8 vs 32,2%)(p=0.03), oliguria (41,7 vs 30,9%)(p=0.005) y encefalopatía (54,5 vs 39,4%)(p=0.00014) fueron mas comunes en A. Los bacilos gram negativos predominaron en A (46 vs 37%)(p<0.01) con diferencias entre A.baumani (9,16 vs 4,6%) y E.coli (54,1 vs 42,7%)(p<0.05) y en B fueron más frecuentes por S.aureus MS (34.39 vs 24,63)(p=0.01). El shock séptico (33,9 vs 22,4%) y nuevas insuficiencias de órganos (31,1 vs 20,1%) prevalecieron en A (p<0,001). La mortalidad fue de 34,49% para A y de 23,41% para B (p=0,018) Conclusiones: Las bacteriemias en pacientes internados mayores de 65 años comparadas con las ocurridas en pacientes. de menor edad, se caracterizaron significativamente por tener predominio del foco pulmonar y urinario, de hipotensión arterial, oliguria y encefalopatía, de bacteriemia por BGN, principalmente A. baumanii y E. coli; mayor desarrollo de shock séptico, menor frecuencia de fiebre >38°C y de bacteriemia por MSS A, y significativa mayor mortalidad.
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Objetivos: Analizar características clínicas y morbimortalidad de las bacteriemias por Pseudomonas aeruginosa comparadas con Klebsiella spp en pacientes hospitalizados en un Servicio de Clínica Médica de adultos. Material y métodos: Estudio protocolizado, descriptivo, observacional de 15 años de duración. Criterio de inclusión: 2 o más hemocultivos positivos para el germen. Los datos fueron procesados en EPI Info 6.04. El criterio de significación se estableció para un error alfa menor del 5%. Resultados: Se detectaron en el período de estudio 282 bacteriemias por bacilos gram negativos de las cuales 19 fueron por Pseudomonas aeruginosa (6.7%) y 76 por Klebsiella (26.9%). No se encontraron diferencias significativas entre ambas en cuanto a edad media [53.9 años (DS±17.9 ) vs 58.7 años (DS±15.2)], sexo (femenino: 26.3 vs 38.2%) ni complicaciones (77.8 vs 77.3%). La presencia de neutropenia (52.6 vs 9.2%)(p<0.0001), comorbilidad mayor (94.7 vs 68.4%)(p<0.05), neoplasias (47.4 vs 22.4%)(p<0.05), uso de corticoides (21.1 vs 3.9%)(p<0.05), e inmunosupresores (31.6 vs 7.9%)(p<0.01), trombocitopenia (77.7 vs 49.3%) (p<0.05) y leucopenia (52.6 vs 21.3%)(p<0.01) fueron más frecuentes en las bacteriemias por P. aeruginosa. Resultó más frecuente la hipoalbuminemia (88.5 vs 37.5%)(p<0.001) en las bacteriemias por Klebsiella spp. No se encontraron diferencias significativas en cuanto a puerta de entrada conocida (78.9 vs 77.6%), anemia (84.2 vs 71.2%), complicaciones infecciosas (84.2 vs 73.7%), descompensación de comórbidas (55.6 vs 51.3%) y encefalopatía (36.8 vs 57.9%)(pNS). La mortalidad precoz (dentro de los 7 días) fue significativamente mayor en el grupo de las bacteriemias por P.aeruginosa (57.1 vs 12%) (p<0.01), sin diferencias en la mortalidad global (36.8 vs 32.9%) (pNS). Conclusiones: Las bacteriemias por P.aeruginosa comparadas con las producidas por Klebsiella spp. se asociaron significativamente a mayor frecuencia de neoplasias, leucopenia, trombocitopenia y neutropenia, comorbilidad mayor, uso de corticoides e inmunosupresores, y a mortalidad precoz.
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Effective data summarization methods that use AI techniques can help humans understand large sets of data. In this paper, we describe a knowledge-based method for automatically generating summaries of geospatial and temporal data, i.e. data with geographical and temporal references. The method is useful for summarizing data streams, such as GPS traces and traffic information, that are becoming more prevalent with the increasing use of sensors in computing devices. The method presented here is an initial architecture for our ongoing research in this domain. In this paper we describe the data representations we have designed for our method, our implementations of components to perform data abstraction and natural language generation. We also discuss evaluation results that show the ability of our method to generate certain types of geospatial and temporal descriptions.
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A series of motion compensation algorithms is run on the challenge data including methods that optimize only a linear transformation, or a non-linear transformation, or both – first a linear and then a non-linear transformation. Methods that optimize a linear transformation run an initial segmentation of the area of interest around the left myocardium by means of an independent component analysis (ICA) (ICA-*). Methods that optimize non-linear transformations may run directly on the full images, or after linear registration. Non-linear motion compensation approaches applied include one method that only registers pairs of images in temporal succession (SERIAL), one method that registers all image to one common reference (AllToOne), one method that was designed to exploit quasi-periodicity in free breathing acquired image data and was adapted to also be usable to image data acquired with initial breath-hold (QUASI-P), a method that uses ICA to identify the motion and eliminate it (ICA-SP), and a method that relies on the estimation of a pseudo ground truth (PG) to guide the motion compensation.
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Arterial thrombosis is considered to arise from the interaction of tissue factor (TF) in the vascular wall with platelets and coagulation factors in circulating blood. According to this paradigm, coagulation is initiated after a vessel is damaged and blood is exposed to vessel-wall TF. We have examined thrombus formation on pig arterial media (which contains no stainable TF) and on collagen-coated glass slides (which are devoid of TF) exposed to flowing native human blood. In both systems the thrombi that formed during a 5-min perfusion stained intensely for TF, much of which was not associated with cells. Antibodies against TF caused ≈70% reduction in the amount of thrombus formed on the pig arterial media and also reduced thrombi on the collagen-coated glass slides. TF deposited on the slides was active, as there was abundant fibrin in the thrombi. Factor VIIai, a potent inhibitor of TF, essentially abolished fibrin production and markedly reduced the mass of the thrombi. Immunoelectron microscopy revealed TF-positive membrane vesicles that we frequently observed in large clusters near the surface of platelets. TF, measured by factor Xa formation, was extracted from whole blood and plasma of healthy subjects. By using immunostaining, TF-containing neutrophils and monocytes were identified in peripheral blood; our data raise the possibility that leukocytes are the main source of blood TF. We suggest that blood-borne TF is inherently thrombogenic and may be involved in thrombus propagation at the site of vascular injury.
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Academic libraries increasingly serve a more diverse population of users not only in regard to race and ethnicity, but also to age, gender, language, sexual orientation, and national and cultural backgrounds. This papers reports the findings of the study that explored information behaviour research as a potential source of information about diversity of academic library users and examined the relationship between the use of different research designs and data collection methods and the information gathered about users’ diverse backgrounds. The study found that information behaviour research offers limited insight into the diversity of academic library users. The choice of a research design was not critical but the use of multiple data collection played a role in gathering information about culturally diverse users.
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The use of 3D data in mobile robotics applications provides valuable information about the robot’s environment. However usually the huge amount of 3D information is difficult to manage due to the fact that the robot storage system and computing capabilities are insufficient. Therefore, a data compression method is necessary to store and process this information while preserving as much information as possible. A few methods have been proposed to compress 3D information. Nevertheless, there does not exist a consistent public benchmark for comparing the results (compression level, distance reconstructed error, etc.) obtained with different methods. In this paper, we propose a dataset composed of a set of 3D point clouds with different structure and texture variability to evaluate the results obtained from 3D data compression methods. We also provide useful tools for comparing compression methods, using as a baseline the results obtained by existing relevant compression methods.
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Introdução - A abordagem da intervenção promotora da atividade física funcional em um grupo de idosas hipertensas consiste em considerar a pessoa na sua integridade física, psíquica e social. Objetivo – Avaliar o efeito da implementação de um programa de treinamento funcional sobre a pressão arterial em repouso em mulheres idosas hipertensas, submetidas ao treinamento de exercício físico durante um período de 24 meses. Métodos - Pesquisa de caráter exploratório, com orientação analítico-descritiva com a finalidade de analisar a ação da atividade física direcionada e implementada três vezes por semana no prognóstico da hipertensão arterial. Esta pesquisa foi suportada na recolha de dados da pressão arterial em repouso numa amostra de idosas brasileiras na faixa etária de 60 a 90 anos, em condições de excelente motivação por parte do grupo. Para as análises estatísticas foi utilizado o programa IBM SPSS 20, onde os dados foram tratados de forma descritiva e inferencial. Verificou-se o pressuposto de parametria quanto à normalidade dos resíduos para PAS e PAD ao longo das avaliações pressóricas na amostra pelo teste K-S, onde o mesmo não foi detectado (p<0,05). Assim, foram utilizados o teste de X2 e de Comparações Múltiplas para observações acerca de quais diferenças estatísticas eram significativas (p<0,05), além da Análise de Correlação de Pearson (rho) para apontar as devidas associações entre os níveis de PAS e PAD durante o estudo. Resultados – A maioria (100%) das idosas estavam hipertensas, constatando-se que durante o período de treino apresentaram pressão arterial sistólica e diastólica muito abaixo do padrão da normalidade para essa faixa etária. Tal decréscimo foi altamente significativo (p<00,1) e foi detectado tanto nas estatísticas comparativas quanto nas de associação. Conclusões - Após a intervenção do Projeto Prevenção de Saúde Estádio Vivo, as idosas apresentaram redução e maior controle dos valores da sua pressão arterial. Considera-se assim, que o treinamento físico ao exercer um efeito fisiológico especifica ao nível muscular e cardiocirculatório é protetor do estado de saúde global pelo que deve ser incentivado ao longo de todo o ciclo vital. Infere-se também que o Programa implementado pode ser replicado como medida de educação terapêutica, de avaliação e de auditoria de boas práticas em saúde. Palavra-chave: Idosos. Atividade Física. Hipertensão.
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National Highway Traffic Safety Administration, Washington, D.C.
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Federal Highway Administration, Office of Safety and Traffic Operations, Washington, D.C.
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Federal Highway Administration, Structures and Applied Mechanics Division, Washington, D.C.